Alexander Statnikov
6 papers · 2001–2016 · 3 venues · across top CS/AI venues
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Achievements
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๐ Conference Polyglot ยท Bronze ๐ Academic Marathon ยท Full ๐ Interdisciplinary Bridge ยท Bronze ๐ฃ Hot Topic Early Bird ๐ Conference Pioneer
๐
Trend Setter
Venues
Top co-authors
Research topics
Keywords
causal discovery
(4)
markov blanket
(2)
feature selection
(2)
local causal learning
(2)
distributed learning
(1)
active learning
(1)
observational data
(1)
experimental data
(1)
automated machine learning
(1)
global learning
(1)
gene transcriptional network
(1)
markov boundary
(1)
model selection
(1)
variable selection
(1)
hyperparameter optimization
(1)
Papers
A Brief Review of the ChaLearn AutoML Challenge: Any-time Any-dataset Learning Without Human Intervention
AutoML 2016
Ultra-Scalable and Efficient Methods for Hybrid Observational and Experimental Local Causal Pathway Discovery
JMLR 2015
Algorithms for Discovery of Multiple Markov Boundaries
JMLR 2013
Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part I: Algorithms and Empirical Evaluation
JMLR 2010
Local Causal and Markov Blanket Induction for Causal Discovery and Feature Selection for Classification Part II: Analysis and Extensions
JMLR 2010
Design and Analysis of the Causation and Prediction Challenge
AISTATS 2001